bili-content-analysis

bili-content-analysis is a skill for Claude Code, Codex from 222wcnm/BiliStalkerMCP. It costs 61 tokens per session (513 once invoked), scanned A, original, MIT.

A research skill for analyzing Bilibili creators, videos, updates, and articles using fetched source material. Bilibili is a Chinese video and social-media platform.

In plain words
What is it for?
Use it to analyze selected Bilibili accounts or posts, interpret transcripts, rebuild timelines, extract themes, and track recent changes grounded in retrieved content.
Why use it?
It reconstructs the available source before interpreting it, helping separate direct evidence from conclusions inferred from timelines, transcripts, themes, or behavior changes.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to analyze selected Bilibili accounts or posts, interpret transcripts, rebuild timelines, extract themes, and track recent changes grounded in retrieved content.

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Install with agentmods
npx agentmods add skills/222wcnm/bilistalkermcp/bili-content-analysis
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add 222wcnm/BiliStalkerMCP --skill bili-content-analysis
Clone the repo
git clone --depth 1 https://github.com/222wcnm/BiliStalkerMCP

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for bili-content-analysis

README.md
[![agentmods](https://agentmods.dev/badge/skills/222wcnm/bilistalkermcp/bili-content-analysis/github.svg)](https://agentmods.dev/skills/222wcnm/bilistalkermcp/bili-content-analysis)
Your own site
<a href="https://agentmods.dev/skills/222wcnm/bilistalkermcp/bili-content-analysis"><img src="https://agentmods.dev/badge/skills/222wcnm/bilistalkermcp/bili-content-analysis/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for bili-content-analysis

Your own site · 80×15
<a href="https://agentmods.dev/skills/222wcnm/bilistalkermcp/bili-content-analysis"><img src="https://agentmods.dev/badge/skills/222wcnm/bilistalkermcp/bili-content-analysis.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 61 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 513 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00061 $0.00513
Opus 5 $0.00030 $0.00257
Sonnet 5 $0.00012 $0.00103
Haiku 4.5 $0.00006 $0.00051

Measured 10d ago against content hash b28f01991e77, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

bili-content-analysis scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/bili-content-analysis/SKILL.md · 53 lines

How it starts

The opening of the file, as written. The whole thing — 53 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Bili Content Analysis

Run workflow

  1. Clarify target and scope
  • Extract target identifier from user input (uid/username, bvid, article_id, keyword).
  • Keep response language aligned with the user unless explicitly requested otherwise.
  • Ask for missing identifiers only when tools cannot resolve them safely.
  1. Collect minimum sufficient evidence
  • Prefer lightweight list tools first and fetch heavy detail only for high-value items.
  • Use this default sequence:
  1. get_user_info
  2. get_user_videos or search_user_videos
  3. get_video_detail for selected videos
  4. get_user_dynamics
  5. get_user_articles
  6. get_article_content for selected articles
  1. Reconstruct source before interpreting
  • Preserve source structure by timeline, chapter, or original logic order.
  • Correct obvious transcription noise only when context provides strong evidence.
  • Distinguish speakers when style, viewpoint, or surrounding context supports separation.
  1. Build the analysis
  • Explain facts, logic chain, assumptions, evidence, themes, and recent shifts.
  • Mark inferred conclusions explicitly when they are not directly stated by the source.
  • Preserve original wording and tone where it carries analytical value.
  1. Keep output useful for downstream tasks
  • Keep key anchors in output: uid, bvid, article_id, publish times, and key source snippets.
  • Avoid fragmented one-line bullet dumps; keep coherent narrative blocks with clear headings.
  1. Handle failures safely
  • If required data is missing or retrieval fails, state exact blockers and stop speculation.
  • Provide concrete next actions (for example: request missing id, retry with cursor/page, fetch detail for candidate items).

Output contract

  • Start with the final analysis directly when context is sufficient.
  • Skip method narration unless the user asks for it.
  • Match depth to intent: brief asks get concise conclusions plus key evidence; deep asks get full reconstruction and multi-dimensional interpretation.

Read the full file on GitHub · 53 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 10d ago First seen · 53 lines · 61 tokens per session scan A b28f01991e77

Subscribe to this mod's changes

bili-content-analysis is a skill published in the GitHub repository 222wcnm/BiliStalkerMCP (8 stars, last pushed today), licensed MIT. It adds 61 tokens to every session and 513 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.